Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "168"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 168 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 249 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 230 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_2514/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 168, Node 15:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 100.705944 101.863667 inf inf 26.730989 28.913207 87.835213 72.995018 nan nan nan 0.000000 0.000000
2459593 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.039876 4.478792 15.700434 23.590697 7.836884 22.366012 4.701088 6.404613 0.6997 0.6828 0.3004 7.309773 6.254506
2459592 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.298798 3.846913 49.923802 57.508120 22.200843 10.846877 -0.721780 0.226002 0.7824 0.7913 0.3556 nan nan
2459591 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.344336 6.937756 18.319946 27.961797 7.463235 19.455651 -1.347513 -1.922232 0.6602 0.6600 0.3861 4.539158 3.947270
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 360.404950 360.088372 inf inf 32.149233 34.154669 243.097684 234.332137 nan nan nan 0.000000 0.000000
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 336.443580 336.331331 inf inf 44.064714 45.309840 327.802453 324.294812 nan nan nan 0.000000 0.000000
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 214.904666 214.260505 inf inf 21.466608 24.114422 19.776800 18.274693 nan nan nan 0.000000 0.000000
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 4.682510 7.350044 26.427361 39.331548 1.347337 3.770879 -1.778252 -2.006366 nan nan nan 7.909081 8.456048
2459586 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.747176 2.835189 0.374394 3.447625 5.406164 6.936645 -0.920794 -1.266243 0.6615 0.6609 0.3701 4.937915 4.097292
2459585 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 34.790137 36.293061 20.905191 24.137316 6.744252 7.985460 0.543621 -1.036464 0.7343 0.7377 0.2900 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.366537 17.606706 28.418459 40.080907 7.534234 12.905888 49.947422 47.418754 0.6147 0.6189 0.3774 11.265064 3.436781
2459583 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.406541 6.427691 7.943521 11.779682 4.696318 13.807282 -1.024106 -1.523183 0.6571 0.6545 0.4019 5.933506 4.867360
2459582 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.839804 6.211805 8.322946 10.978748 7.490109 18.286637 -1.332918 -1.581424 0.6674 0.6643 0.3894 7.400451 6.009573
2459581 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.865333 8.734379 7.573191 11.816802 4.507830 14.081950 -1.108214 -1.059461 0.6646 0.6618 0.3996 4.944162 4.087394
2459580 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.889524 6.437122 8.605207 12.203145 5.236794 14.878743 -1.234908 -0.895816 0.6680 0.6653 0.3933 10.282117 7.491074
2459579 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.673200 6.436157 9.881861 13.884266 6.095718 16.637260 -1.824028 -1.806098 0.6604 0.6570 0.4015 14.995089 11.056179
2459578 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.776221 4.604534 28.361469 32.340742 15.076549 12.015639 7.318549 7.421131 0.7851 0.8033 0.3696 nan nan
2459577 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.561430 8.178789 7.229803 10.883078 5.289901 15.552898 -1.480496 -1.413223 0.6651 0.6636 0.3904 9.490370 7.160662
2459576 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.721899 6.197732 5.519035 7.995658 5.394419 13.781802 -1.368319 -1.165008 0.6848 0.6821 0.3959 6.054463 4.803924
2459575 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.623417 5.003151 5.711336 8.489396 4.411013 10.410185 4.490916 5.273663 0.7456 0.7343 0.3568 9.340828 7.163404
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459573 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.738653 7.437920 11.680714 16.016845 8.253919 18.401081 -1.734303 -1.569448 0.6820 0.6793 0.3939 10.912280 6.287040
2459572 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.907905 6.506490 5.435054 7.993790 4.042795 10.979470 -2.222262 -2.455888 0.6937 0.6911 0.3829 10.995187 7.308781
2459571 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.149454 4.103761 29.653198 33.211482 56.564827 30.365537 8.645761 1.796219 0.7167 0.7286 0.3496 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459566 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.627340 6.691019 7.396182 11.091051 5.381062 13.344270 -0.840322 -1.651365 0.6846 0.6847 0.4068 5.853260 4.519443
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 0.751415 0.751415 0.674491 0.674491 0.881824 0.881824 0.311291 0.311291 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.331982 3.646966 0.100334 3.102180 -1.609078 -0.046599 -0.538953 -1.513228 0.6903 0.6873 0.4009 5.159713 4.495530
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.036223 7.240934 16.021087 23.319387 5.630609 13.890688 -0.519048 -1.702307 0.6932 0.6937 0.3918 8.292630 5.667146
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.010243 2.056626 -0.923270 0.827314 -2.403189 -0.493645 -0.145366 -1.124217 0.6971 0.7002 0.3861 5.242897 4.565866
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.211789 2.293092 -0.822691 1.183988 -1.842920 0.089397 -0.483442 -1.770164 0.6900 0.6898 0.4078 5.153908 4.552933
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.821677 3.206758 -0.213889 1.709288 -1.689479 0.534353 -0.958626 -1.502552 0.6890 0.6939 0.3955 4.106806 3.815024
2459558 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.162910 7.390236 8.536635 12.128596 5.279775 13.839927 -0.916388 -1.926452 0.6944 0.6916 0.4023 16.305355 10.998496
2459557 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.8348 0.8361 0.2723 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6951 0.6955 0.4029 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6932 0.6929 0.4017 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.711454 10.192373 11.746201 17.444946 11.008820 22.506328 -0.206620 0.212591 0.6950 0.6908 0.4023 7.672479 5.491670
2459551 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.446445 2.564004 -0.621436 1.506021 -2.883497 0.244429 -0.891954 -1.849732 0.6889 0.6928 0.4038 4.296426 3.859297
2459550 RF_maintenance - 28.01% 28.01% 0.00% - - nan nan nan nan nan nan nan nan 0.5580 0.5720 0.2473 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.920442 7.309071 8.568392 12.822560 5.424363 14.056319 -1.685668 -2.322412 0.6902 0.6919 0.4140 4.535831 3.894090
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.406869 7.478053 17.247737 25.541500 -0.154523 1.204364 -1.838909 -2.152285 0.7581 0.7548 0.3491 17.211383 13.972790
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.715375 11.833976 14.856692 21.422334 11.632283 21.045372 -2.789642 -4.322330 0.7052 0.7055 0.4439 0.000000 0.000000
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.021451 2.715767 0.462172 2.256234 -2.517085 1.716407 -1.374988 -1.708748 0.7780 0.7613 0.3760 0.847277 0.849978
2459534 RF_maintenance 100.00% 0.00% 2.68% 0.00% 100.00% 0.00% 0.476227 2.215627 -0.530410 0.919963 -0.926241 25.600035 0.227521 0.185444 0.7631 0.7144 0.4005 17.007684 16.112126
2459533 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.766710 8.081799 8.831642 12.946699 5.380346 12.918271 0.812574 -2.422392 0.6933 0.7006 0.4288 0.000000 0.000000
2459532 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.279205 9.383441 11.668081 16.661994 6.801773 16.225295 -1.127220 -2.394209 0.7026 0.7066 0.4211 33.419498 15.381635
2459530 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.258128 2.594388 -0.461194 1.231345 -2.805616 0.356628 -1.443113 -1.604309 0.7206 0.7191 0.4155 0.871660 0.863874
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459513 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.925329 5.251196 28.063214 31.456903 13.241498 17.737782 3.571506 5.562909 0.8806 0.9162 0.2128 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.147445 4.308617 4.783629 6.025257 2.999362 4.914440 4.046084 7.330183 0.9147 0.9516 0.1821 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.405375 2.809498 4.399022 7.495974 0.106337 3.452205 -0.098029 -0.862267 0.8927 0.8641 0.1862 24.537039 22.255716
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.565464 6.806339 5.760044 8.770196 7.400847 14.661532 1.057522 -1.136762 0.0421 0.1024 0.0053 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 168: 2459793

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 26.637942 13.007304 15.190664 18.021042 20.020023 23.470077 26.637942 0.668716 1.935566

Antenna 168: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 33.172089 13.314895 15.744984 22.165271 25.451895 28.956139 33.172089 -1.122247 -2.064118

Antenna 168: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 27.334730 15.307334 17.525620 24.708933 27.334730 22.989989 25.390357 -0.272888 -0.333504

Antenna 168: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 38.132924 28.241402 24.158550 25.825643 22.745088 38.132924 33.889870 0.359832 0.085161

Antenna 168: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 39.867913 25.213523 21.113084 27.931902 24.118267 39.867913 34.835205 4.700180 1.891743

Antenna 168: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 42.616393 21.844344 18.179466 29.389859 25.186154 42.616393 37.646485 0.001633 -0.110027

Antenna 168: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 27.520744 17.692196 21.308936 20.797491 24.771744 24.017147 27.520744 4.658287 6.474562

Antenna 168: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 41.346745 22.422752 19.081223 29.658287 26.129801 41.346745 38.482556 -0.244181 0.290582

Antenna 168: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 42.665706 12.763128 10.904023 42.665706 37.336481 36.171040 32.279688 -1.886599 -1.274028

Antenna 168: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 39.340348 16.662459 19.544405 28.597433 33.250262 36.248063 39.340348 -0.884704 -1.190353

Antenna 168: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 17.973335 16.429071 14.075952 9.051914 8.156356 17.973335 16.923907 -1.088608 -1.262646

Antenna 168: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Shape 15.105988 15.105988 13.465399 4.486343 4.228381 10.116165 9.618051 -1.003516 -1.187676

Antenna 168: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Shape 2.054095 1.750877 2.054095 0.642821 1.015873 -0.843917 -0.167012 -1.869875 -2.070388

Antenna 168: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 17.726976 9.881243 8.545584 6.984341 6.255708 17.726976 16.040957 -4.010474 -3.316348

Antenna 168: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 28.487382 6.797435 9.155446 6.797118 8.375117 21.203733 28.487382 -4.968538 -7.197997

Antenna 168: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 12.946036 6.973455 4.466967 12.612700 8.374727 12.946036 8.833684 -3.660677 -2.647748

Antenna 168: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 2.915709 1.830384 2.672018 1.806829 2.915709 0.868129 1.940326 -2.245047 -2.424742

Antenna 168: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 2.871749 2.534130 1.592183 2.871749 1.569765 1.839023 0.906275 -2.115391 -1.552210

Antenna 168: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 9.034367 6.458919 3.951501 9.034367 5.957236 8.471124 5.909976 -3.135676 -1.985103

Antenna 168: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 11.672210 7.414593 5.000803 11.672210 8.095516 11.162909 7.828146 -2.390768 -1.715716

Antenna 168: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 12.808668 5.017831 7.802830 8.982859 12.808668 7.970962 10.437947 -3.665326 -4.810854

Antenna 168: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Shape 3.532929 2.134793 3.532929 1.892837 3.301877 0.682775 2.369428 -2.198180 -2.409710

Antenna 168: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Shape 3.134628 3.134628 1.680603 2.850108 1.421460 1.970989 0.184233 -2.336981 -1.261674

Antenna 168: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 15.507298 9.091542 5.971819 15.507298 10.701216 11.002103 8.943461 -4.431008 -3.420198

Antenna 168: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Power inf 707.737884 430.793868 inf inf 5669.522737 2630.815612 23421.046247 9825.946052

Antenna 168: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 10.064376 7.099142 4.445868 10.064376 6.659567 8.234368 5.278006 -5.159291 -3.601778

Antenna 168: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 18.135382 5.313171 7.743524 9.042318 12.390245 15.134009 18.135382 -5.267574 -6.162790

Antenna 168: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Shape 1.555434 0.618456 1.555434 0.365644 1.271777 -0.477567 0.892180 -1.380347 -1.832299

Antenna 168: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 5.171920 2.861395 4.071562 3.685536 5.171920 2.440509 2.942940 -2.123687 -2.033706

Antenna 168: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 4.694885 3.018285 1.805234 4.694885 3.045064 3.543530 2.443848 -2.281817 -1.800816

Antenna 168: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 4.583805 3.032959 4.224359 2.670058 4.303581 3.056289 4.583805 -1.324299 -1.696608

Antenna 168: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 3.597238 2.362635 2.922804 2.456394 3.597238 2.535782 3.002460 -0.306856 -2.488905

Antenna 168: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 4.701868 4.057430 3.177063 4.701868 3.091225 3.961906 2.449124 -2.701589 -1.350894

Antenna 168: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 15.164836 5.031121 6.494326 10.148384 15.164836 10.338728 12.311572 -1.818238 -2.685817

Antenna 168: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 17.548695 6.002212 8.386379 9.512792 13.717511 12.187882 17.548695 -1.237171 -2.279443

Antenna 168: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 4.355216 3.060816 4.077969 2.650736 4.355216 1.843136 2.425059 -1.379813 -3.044718

Antenna 168: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 7.401133 3.430657 4.363265 5.145837 7.401133 3.147018 5.279460 -2.408807 -3.261642

Antenna 168: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 34.018716 22.244756 22.570278 31.755266 34.018716 22.926272 12.553662 3.002907 3.475623

Antenna 168: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 Not Found nn Power 50.423638 41.215259 41.787222 50.423638 45.993401 4.577842 14.233198 -3.351424 -1.643897

Antenna 168: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Shape 3.729403 3.729403 3.000157 3.485663 2.240381 3.127104 1.480403 -3.374071 -1.689275

Antenna 168: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 35.110405 23.926537 25.021259 32.538197 35.110405 4.882123 4.565522 10.229889 22.860173

Antenna 168: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 21.771676 5.410164 7.713620 15.288628 21.771676 12.358866 17.101146 -2.726176 -3.646964

Antenna 168: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 48.887028 25.956113 26.531820 44.924786 48.887028 25.180004 9.029577 -1.595257 -4.339889

Antenna 168: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 63.234267 50.375908 50.363457 63.234267 58.284551 20.600095 42.768170 2.477981 2.392186

Antenna 168: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 65.795138 28.931856 30.149225 61.290382 65.795138 29.148947 14.048318 0.738669 6.591264

Antenna 168: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 19.289915 5.194790 6.039070 14.000956 19.289915 9.716559 14.512264 -3.544817 -4.058113

Antenna 168: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 5.254314 3.786567 2.801441 5.254314 3.715451 4.577449 3.207693 -2.455148 -1.754764

Antenna 168: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 34.308110 24.659413 23.842834 34.308110 31.835045 11.905983 26.196172 -4.653544 -1.850245

Antenna 168: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 34.959682 22.032504 21.476389 34.959682 32.395240 3.808128 11.200174 -6.301135 -3.370952

Antenna 168: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 37.485417 28.627194 27.724034 37.485417 35.072356 7.195052 15.631240 -3.630995 -1.028185

Antenna 168: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 22.080870 6.060313 5.468991 14.417988 10.842265 22.080870 13.060640 -3.239192 -2.522630

Antenna 168: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 35.075290 21.580187 22.031515 32.471123 35.075290 15.362559 6.476195 4.152361 -0.565416

Antenna 168: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 36.412570 20.015631 19.662138 36.412570 33.439492 14.491939 29.284749 -2.838035 1.116963

Antenna 168: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Temporal Variability 29.291500 14.930593 14.676563 27.180036 24.954286 14.927456 29.291500 -5.767265 -0.997200

Antenna 168: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 32.859617 21.439575 21.163790 32.859617 30.697263 8.399020 27.069099 -7.704964 -3.655162

Antenna 168: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Temporal Variability 43.230319 17.363293 17.228150 30.162502 28.562196 20.962729 43.230319 -3.694348 -1.809799

Antenna 168: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 16.217926 6.238933 9.134010 10.854366 16.217926 9.815850 14.014468 -3.150586 -4.279473

Antenna 168: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Temporal Variability 53.140710 15.079600 15.326302 29.611223 32.239672 53.140710 31.870293 2.391382 -0.356228

Antenna 168: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Temporal Variability 59.427055 17.134725 16.723649 27.741201 25.515599 35.274547 59.427055 -1.937079 1.193075

Antenna 168: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 36.459163 19.014222 19.747270 33.338258 36.459163 27.332536 15.073318 3.560922 -2.081640

Antenna 168: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 28.377207 18.597229 19.399594 25.972532 28.377207 25.098934 13.610263 0.460223 -4.337651

Antenna 168: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Temporal Variability 38.190703 16.847047 17.375487 25.613765 27.962222 38.190703 22.044005 2.623728 -3.503846

Antenna 168: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 16.359652 5.239986 7.266942 11.523343 16.121596 12.097743 16.359652 -2.901780 -4.641180

Antenna 168: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 33.314692 22.295625 21.650525 33.314692 30.349626 14.132098 25.232363 3.128200 7.362695

Antenna 168: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 17.069449 8.408966 5.403830 17.069449 11.329310 15.060652 9.212128 -0.629353 -0.538964

Antenna 168: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 17.495829 5.436604 5.536456 17.495829 15.758185 0.178959 2.234550 -0.742313 0.500562

Antenna 168: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Temporal Variability 22.436016 5.422573 5.417916 21.603877 19.416744 13.510548 22.436016 1.728526 3.244520

Antenna 168: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 168: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Shape 1.249991 1.179808 1.249991 -0.332267 -0.656744 -0.672826 -0.523907 -3.604181 -2.260352

Antenna 168: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Temporal Variability 29.940498 4.468858 4.607729 18.591384 17.109697 13.622035 29.940498 -3.030423 -1.135180

Antenna 168: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 43.835532 18.976528 18.290143 43.835532 39.537418 9.163748 13.843532 4.360908 7.904579

Antenna 168: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 55.469103 16.986924 16.144432 55.469103 50.079601 1.783431 6.590286 -10.711764 -5.154161

Antenna 168: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 15.262194 2.402899 4.051354 10.935816 15.262194 2.304280 6.988792 -2.818587 -4.498919

Antenna 168: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Power 7.578986 4.141687 2.555701 7.578986 5.135903 6.937398 1.719726 -3.358743 -2.234838

Antenna 168: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Temporal Discontinuties 16215.789562 5257.334802 5257.334802 4907.870816 4907.870816 3320.613844 3320.613844 16215.789562 16215.789562

Antenna 168: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Discontinuties 3679.198793 1007.303184 1007.303184 904.289349 904.289349 922.067664 922.067664 3679.198793 3679.198793

Antenna 168: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Temporal Discontinuties 2392.411631 749.362140 749.362140 727.851561 727.851561 722.195645 722.195645 2392.411631 2392.411631

Antenna 168: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Temporal Variability 12.515925 7.777793 5.665520 10.639516 7.441688 12.515925 8.393153 -2.646722 -1.077025

Antenna 168: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 16.058312 1.725872 4.367545 11.264776 16.058312 9.270509 10.490829 12.841546 15.530497

Antenna 168: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Temporal Discontinuties 8.015555 4.485845 5.892119 5.445554 7.987500 1.971418 4.826712 4.947772 8.015555

Antenna 168: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 16.306959 2.990448 5.075949 11.653915 16.306959 2.325565 4.008983 -3.871560 -5.080008

Antenna 168: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 18.130221 3.870553 6.697013 12.448761 18.130221 6.687950 7.794746 -3.065738 -5.517154

Antenna 168: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Temporal Variability 17.212532 2.947643 4.776787 7.375281 11.281437 7.675697 17.212532 -2.490064 -3.976478

Antenna 168: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 168: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 15.021758 5.702399 3.185890 15.021758 10.380989 1.838871 -2.302895 -4.974008 -5.894193

Antenna 168: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 11.453044 5.803535 3.155157 11.453044 7.535472 5.232082 3.608050 -1.681869 -1.449606

Antenna 168: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 10.693000 6.807877 4.023875 10.693000 7.079331 5.189807 3.542408 -1.803110 -1.373268

Antenna 168: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 14.252550 3.877092 6.745277 9.742529 14.252550 2.430038 3.480994 -0.998011 -1.672808

Antenna 168: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 15.364104 6.101418 4.004653 15.364104 10.979591 11.726923 5.404523 -2.791389 -1.018739

Antenna 168: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Temporal Variability 13.862080 3.741768 5.828978 9.318153 13.191204 8.050391 13.862080 0.277038 -2.296610

Antenna 168: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 14.194699 6.528399 4.230178 14.194699 10.223967 9.504114 5.049319 -1.998934 0.589035

Antenna 168: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Temporal Variability 20.892978 5.920587 8.201218 10.106988 14.483609 12.690339 20.892978 -0.502142 -2.328888

Antenna 168: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 14.295697 5.744368 3.542793 14.295697 10.107799 6.033172 3.512062 -1.857558 0.049822

Antenna 168: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Temporal Variability 23.927298 7.087960 5.226901 12.818232 8.836361 23.927298 11.761529 -3.776725 -2.269540

Antenna 168: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 168: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 72.947041 22.405984 20.818398 72.947041 66.338302 7.823009 16.361356 2.053911 11.507074

Antenna 168: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 168: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Power 14.785214 4.619104 6.846470 10.180134 14.785214 4.659280 12.382591 -3.768159 -5.720006

Antenna 168: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Temporal Discontinuties 3.437480 -0.760136 0.770445 0.109917 -0.635847 -0.751294 0.352481 0.107893 3.437480

Antenna 168: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 15 RF_maintenance nn Temporal Variability 36.916071 8.550815 6.018555 23.951770 16.200702 36.916071 22.663661 -2.942760 0.408733